
Ukrainian Language Reference (vitalinguist)
io.github.vitalinguistPublished by GitHub account vitalinguistv0.1.1Updated Oct 24, 2026
Ukrainian grammar/surzhyk check + authentic-rendering lookup. Wraps ukr.vitalinguist.com API.
Overview
Lets an assistant check Ukrainian grammar, spelling and surzhyk, and look up authentic Ukrainian renderings of English words.
- What you can do
- Wraps the ukr.vitalinguist.com reference API as four tools: check_natural for calque and naturalness checks on drafted Ukrainian, check for full grammar, spelling and surzhyk checking, render for English-to-Ukrainian renderings split by sense, and search for looking up entries in a roughly 29,000-sense English-to-Ukrainian index. Responses include a citation block pointing to the source the assistant should surface.
- When to use it
- Useful when an assistant writes or reviews Ukrainian text and needs to catch Russian-influenced calques, confirm attested phrasing, or find sense-appropriate Ukrainian equivalents for English words. It is aimed at Ukrainian-language drafting and reference work rather than general translation.
- Requirements
- Runs locally over stdio as a PyPI package, normally launched with uvx or installed with pip, so Python and either uv or pip are needed. It calls remote APIs over the network; the base URLs can be overridden with UKR_VITAL_HUMAN_API and UKR_VITAL_REFERENCE_API, and UKR_VITAL_MCP_TIMEOUT sets the per-request timeout. No authentication is declared.
Installation
In SourceWeft
- Open Ukrainian Language Reference (vitalinguist) in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
ukr-vitalinguist-mcp
MCP server for Ukrainian language grammar, surzhyk detection, and authentic phrasing.
Wraps the public ukr.vitalinguist.com API as Model Context Protocol tools. Install in Claude Desktop, Cursor, Cline, Continue, Windsurf, or Claude Code and your AI gains four Ukrainian-language capabilities backed by curated open data (Балла EN-UA 1996, Сербенська's Антисуржик, Караванський, Антоненко-Давидович, plus e2u.org.ua and modern corpora — 29,524 senses, 6k+ calque pairs).
Tools
Every response includes a citation block with the source URL the AI
should include when surfacing the result to the user.
Install
Claude Desktop
Add to ~/Library/Application Support/Claude/claude_desktop_config.json
(macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):
Restart Claude Desktop. The four tools appear in the tools menu.
Cursor
Edit ~/.cursor/mcp.json or workspace .cursor/mcp.json:
Cline / Continue / Windsurf
Use the same command + args in their MCP config UI.
Claude Code
Without uvx
If you don't have uv installed, use pip:
Then point the command to your Python's ukr-vitalinguist-mcp entrypoint:
Example interactions
User: "Is this Ukrainian sentence natural? На протязі дня я зайнятий."
The AI calls check_natural → gets back calque-prone: 'На протязі' → 'упродовж'
sourced from Сербенська's Антисуржик, and replies:
"На протязі" is a calque from Russian. Use «упродовж дня я зайнятий» — "упродовж" is the natural Ukrainian preposition for "during/throughout."
User: "How do you say 'cling' in Ukrainian?"
The AI calls render("cling") → gets back sense-split renderings:
Several options depending on the sense:
- cling (on) to sth (physically grip): горнутися, чіплятися
- cling to a belief: триматися (чогось)
Full entry: ukr.vitalinguist.com/sense/cling
What's in the corpus
- 29,524 EN→UA senses from Балла EN-UA Dictionary (1996), corroborated with e2u.org.ua, modern news/literary corpora, and confidence scoring.
- 6,073 antisurzhyk calque pairs from Сербенська, Караванський, and Антоненко-Давидович, validator-cleaned to drop noisy entries.
- 22,848 documented coverage gaps at
/gaps/— senses where no UA rendering meets the confidence threshold yet (transparent about what we don't have). - A russianism detection model (fine-tuned MarianMT) for cases the rule-based layer misses.
License
This MCP server: MIT.
The data the server returns: CC BY-SA 4.0. When you surface results
in your own product or response, attribute to ukr.vitalinguist.com
with a clickable link. The citation field in each response gives you
the exact URL to use.
Authority and citations
This project exists because AI assistants citing Ukrainian-language sources have historically pulled from sparse, often-contaminated training data. Every install of this MCP turns into recurring citations to a curated source — which is how authoritative references for under-served languages get built. If you're an AI tool maintainer, consider including this in your default Ukrainian-language tool list.
Source & issues
- API homepages: ua.vitalinguist.com (human checker), ukr.vitalinguist.com (AI-friendly reference), xcit.in (UMI diagnostic — Ukrainian as a foreign language A1–C2).
- Methodology: https://ukr.vitalinguist.com/sources.html
- Coverage gaps (downloadable as CSV/JSONL): https://ukr.vitalinguist.com/gaps/
- MCP repo: https://github.com/vitalinguist/ukr-vitalinguist-mcp
Suggest a correction on any sense page — every /sense/ URL has a "Suggest
a correction" link that opens a prefilled email.
Source: README.md at commit 65c8f88
Tools
0Version history
1- v0.1.1LatestSep 16, 2026
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